Side-by-side comparison of AI visibility scores, market position, and capabilities
AI drug discovery for protein-protein interactions; raised $80M seed from DCVC and NVIDIA (Jan 2026); oncology and neurodegeneration focus; opens class of previously undruggable targets
Proxima is an AI-driven drug discovery company focused on proteins that control critical biological interactions — specifically targeting protein-protein interactions (PPIs) that have historically been considered undruggable. Founded by researchers with backgrounds in structural biology, machine learning, and medicinal chemistry, Proxima uses AI to design novel therapeutics that can modulate these complex binding interfaces, opening up a vast new class of drug targets for conditions ranging from cancer to neurodegeneration.\n\nThe company's platform integrates protein structure prediction, generative molecular design, and experimental validation in a tightly coupled loop. By leveraging AI models trained on structural and interaction data, Proxima can propose drug candidates targeting previously inaccessible sites on proteins. This approach is particularly relevant for oncology and immunology, where many of the most important biological pathways are mediated by protein complexes that small molecules have struggled to disrupt.\n\nProxima raised an $80M seed round backed by DCVC and NVIDIA in January 2026, one of the largest seed rounds in biotech history. NVIDIA's involvement underscores the computational intensity of the platform and the strategic value of GPU infrastructure partnerships in AI drug discovery. The company is pre-clinical but is building a pipeline of candidates targeting high-value undruggable proteins, with the $80M runway intended to advance multiple programs toward IND filings.
Santa Clara cybersecurity platform (NASDAQ: PANW) $8.0B FY2024 revenue (+16%); platformization 3,600+ customers, Cortex XSIAM AI SOC, $4.2B NGSSAR +42%, competing with CrowdStrike and Microsoft Defender.
Palo Alto Networks, Inc. is a Santa Clara, California-based cybersecurity platform company — publicly traded on the NASDAQ (NASDAQ: PANW) as an S&P 500 Information Technology component — providing network security, cloud security, and AI-driven security operations through three integrated security platforms: Strata (network security — next-generation firewalls, SD-WAN, Zero Trust Network Access), Prisma Cloud (cloud security posture management, cloud workload protection, CSPM/CWPP), and Cortex (AI-driven security operations — XSIAM extended security intelligence and automation management, XDR endpoint detection and response, XSOAR security orchestration) through approximately 15,000 employees worldwide. In fiscal year 2024 (ending July 2024), Palo Alto Networks reported revenues of $8.0 billion (+16% year-over-year), with next-generation security Annual Recurring Revenue (ARR — Prisma Cloud and Cortex subscriptions) growing 42% to $4.2 billion as large enterprise and government customers consolidated security toolsets onto Palo Alto Networks' platform versus maintaining dozens of point solution security vendors. CEO Nikesh Arora (joined 2018 from SoftBank as Chairman and CEO) has executed the "platformization" strategy — convincing large enterprise security buyers to replace 10-15 individual security vendors (email security, endpoint protection, cloud workload protection, network detection) with a consolidated Palo Alto Networks platform contract that provides 80% of point-solution capabilities at 50% of the total cost — using the first-year transition economics to accelerate platform adoption through deferred commitment offers (paying a lower platform price in year 1 in exchange for multi-year platform commitment in years 2-4).
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